{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "from PIL import Image\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Sample original input \n",
    "Sample_raw_x =128\n",
    "Sample_raw_y =128\n",
    "\n",
    "rpn_stride = 8 # 8 times downsampling\n",
    "\n",
    "Feature_size_X = Sample_raw_x/rpn_stride\n",
    "Feature_size_Y = Sample_raw_y/rpn_stride\n",
    "\n",
    "scales = [1,2,4] # w and h len\n",
    "ratios = [0.5,1,2] # 3 raitos\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16.0"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Feature_size_X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "128"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Sample_raw_x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "def anchor(Feature_size_X, Feature_size_Y, rpn_stride, scales, ratios):\n",
    "    #组合尺寸和比例 scale raitos\n",
    "    scales,ratios = np.meshgrid(scales,ratios)\n",
    "    scales,ratios = scales.flatten(), ratios.flatten()\n",
    "    \n",
    "    #计算anchor尺寸\n",
    "    scalesX = scales * np.sqrt(ratios)  #宽度\n",
    "    scalesY = scales / np.sqrt(ratios)  #长度\n",
    "    \n",
    "    #anchor point 映射\n",
    "    ShiftX = np.arange(0,Feature_size_X) * rpn_stride\n",
    "    ShiftY = np.arange(0,Feature_size_Y) * rpn_stride\n",
    "    \n",
    "    #anchor point在原图的位置\n",
    "    ShiftX,ShiftY = np.meshgrid(ShiftX,ShiftY) #xy是anchor的中心点\n",
    "    \n",
    "    #每个anchor 点 上 需要有9个尺寸的anchor框\n",
    "    centerX,anchorX = np.meshgrid(ShiftX,scalesX)\n",
    "    centerY,anchorY = np.meshgrid(ShiftY,scalesY)\n",
    "    print (centerX.shape)\n",
    "    \n",
    "    \n",
    "    #Stack 各种尺寸， 各种比例 对应各种长度\n",
    "    anchor_center = np.stack([centerY,centerX],axis=2).reshape(-1,2)\n",
    "    anchor_size = np.stack([anchorY,anchorX],axis=2).reshape(-1,2)\n",
    "    \n",
    "    #左上 右下 的坐标点输出\n",
    "    boxes = np.concatenate([anchor_center-0.5*anchor_size,anchor_center+0.5*anchor_size],axis=1)\n",
    "    return boxes\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(9, 256)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(2304, 4)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "anchors = anchor(Feature_size_X, Feature_size_Y, rpn_stride, scales, ratios)\n",
    "anchors.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "image = Image.open('test.jpg') #128 128 3\n",
    "plt.imshow(image)\n",
    "\n",
    "asx = plt.gca() #get current axs\n",
    "\n",
    "for i in range(anchors.shape[0]):\n",
    "    box = anchors[i]\n",
    "    rec = patches.Rectangle((box[0],box[1]),box[2]-box[0],box[3]-box[1],edgecolor='r',facecolor='none')\n",
    "    asx.add_patch(rec)\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2304"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#注意 2304是锚点的个数  是基于 featuremap的 总量计算出来的 x y 各等于16*16*9个锚框\n",
    "16*16*9"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
